A novel model to jointly estimate delay and arrival patterns by using high-resolution signal and detection data

被引:10
作者
Dobrota, Nemanja [1 ]
Stevanovic, Aleksandar [1 ]
Mitrovic, Nikola [2 ]
机构
[1] Univ Pittsburgh, Swanson Sch Engn, Civil & Environm Engn, 3700 OHara St,Rm 341A, Pittsburgh, PA 15213 USA
[2] CHA Consulting, Doral, FL USA
关键词
Delay; Arrival Flow Patterns; Signal Phasing and Detection Data; Traffic Signal Performance Measures; QUEUE ACCUMULATION METHOD; UNIFORM DELAY; ALGORITHM;
D O I
10.1080/23249935.2022.2047126
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Delay is one of the most important traffic signal performance measures. In coordinated networks, understanding the characteristics of vehicle arrivals is important for coordination purposes and to properly estimate delays. When observed on a cyclical basis in real-time, distinctive arrival patterns can lead to similar delays, which may go undetected by contemporary delay models. This study proposes a set of enhancements to the Incremental Queue Accumulation (IQA) delay model to overcome the limitations of current models. Additionally, this study proposes a hybrid signal performance measure that combines delay and arrival patterns to depict signal performance truthfully. The enhancements to IQA are realised through an algorithm for the identification of distinctive vehicle arrival groups based on high-resolution signal and detection data. The results demonstrate that the proposed model provides reliable delay estimates (MAPE score in range 4.3-11.2%) while reporting a number of traffic arrival characteristics that are not available from the benchmarked models.
引用
收藏
页码:36 / 36
页数:1
相关论文
共 81 条
  • [1] Akcelik R., 1981, TRAFFIC SIGNALS CAPA
  • [2] Akcelik R., 1980, Time-Dependent Expressions for Delay, Stop Rate and Queue Length at Traffic Signals
  • [3] Akgungor A.P., 1999, 69 ITE ANN M LAS VEG
  • [4] Investigating impacts of various operational conditions on fuel consumption and stop penalty at signalized intersections
    Alshayeb, Suhaib
    Stevanovic, Aleksandar
    Effinger, Justin R.
    [J]. INTERNATIONAL JOURNAL OF TRANSPORTATION SCIENCE AND TECHNOLOGY, 2022, 11 (04) : 690 - 710
  • [5] Field-Based Prediction Models for Stop Penalty in Traffic Signal Timing Optimization
    Alshayeb, Suhaib
    Stevanovic, Aleksandar
    Park, B. Brian
    [J]. ENERGIES, 2021, 14 (21)
  • [6] Lane-Based Traffic Arrival Pattern Estimation Using License Plate Recognition Data
    An, Chengchuan
    Guo, Xiaoyu
    Hong, Rongrong
    Lu, Zhenbo
    Xia, Jingxin
    [J]. IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE, 2022, 14 (04) : 133 - 144
  • [7] [Anonymous], 1985, Highway Capacity Manual
  • [8] [Anonymous], 1994, HIGHWAY CAPACITY MAN
  • [9] [Anonymous], 2016, Highway Capacity Manual
  • [10] Impact of Shared Lanes on Performance of the Combined Flexible Lane Assignment and Reservation-based Intersection Control
    Azadi, Farzaneh
    Mitrovic, Nikola
    Stevanovic, Aleksandar
    [J]. TRANSPORTATION RESEARCH RECORD, 2022, 2676 (12) : 51 - 68